Jan Michal Dubinski

Bucks for Buckets (B4B): Active Defenses Against Stealing Encoders

2023 · arXiv (Cornell University)

Machine Learning as a Service (MLaaS) APIs provide ready-to-use and high-utility encoders that generate vector representations for given inputs. Since these encoders are very costly to train, they become lucrative targets for model stealing attacks …